Verdict: Treat Every AI Diff Like a Stranger Wrote It Vibe-coded features ship fast. The merge queue stays green. Then a customer finds the edge case your agent never considered, or a scanner flags a key the agent pasted into a config file. The fix always costs more than the check you skipped. The short […]
Scheduled AI agents are the quiet workhorses of modern automation. They post your content, triage your inbox, and compile your morning digest while you sleep. The problem is not that they fail loudly. It is that they fail silently: a repeated topic nobody notices, a run that dies at 95 percent and restarts from zero, […]
Verdict: What Vibe Coding Is and When It Pays Off Vibe coding means building software by describing what you want while an AI coding agent writes the code. You prompt, the agent edits files, and you steer with natural language instead of typing each line. Andrej Karpathy named the practice in February 2025, and Collins […]
TL;DR: The Verdict on Always-On Agents An always-on agent works your goal while you do something else. It wakes on events, acts across your apps, and reports back. It is not a smarter chatbot. It is a persistent worker with tools, memory, and standing instructions. I have watched this category move from demos to real […]
Most AI tools die within 90 days. MIT, S and P, and Gartner data reveal why adoption fails and how to pick tools your team keeps.
Rules files tell AI coding agents how your repo works. Learn what AGENTS.md, CLAUDE.md, Cursor rules, and Copilot instructions need, plus mistakes to avoid.
Verdict Cepat / TL;DR Charm Crush (charmbracelet/crush) is an open-source terminal AI coding agent that brings full agentic capabilities directly into your command-line interface. Built with Go and Charm’s famous TUI framework, Crush gives developers an autonomous agent capable of reading context, editing files, executing terminal commands, and managing Git workflows without leaving the shell. […]
A comprehensive comparison of n8n vs Make (Integromat), evaluating self-hosting cost scalability, operation pricing, native LangChain AI agents, and data privacy compliance.
Learn how to use AI agents to automate client onboarding, proposal drafting, invoicing, and follow-ups. A practical guide for freelancers who want to scale solo.
By the time you finish reading this sentence, the gap between open-source AI and the walled gardens of Silicon Valley will have shrunk a little more. Actually, scratch that. With the release of DeepSeek-V3.2, that gap hasn’t just shrunk—in some critical areas, it has completely vanished. For the past few months, the narrative in the […]
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